Oyster Bay Restaurant & Bar Leave a comment Upscale-casual restaurant featuring a large bar area & nautical-themed decor offering culinary combinations of seafood and steak. Phone: (609) 884-2111 Address: 615 Lafayette St, Cape May, NJ 08204